{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "16b4b118",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "---\n",
    "description: Create your Continual Learning Benchmark and Start Prototyping\n",
    "---\n",
    "\n",
    "# Benchmarks\n",
    "\n",
    "Welcome to the \"_benchmarks_\" tutorial of the \"_From Zero to Hero_\" series. In this part we will present the functionalities offered by the `Benchmarks` module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "239f0a86",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install avalanche-lib==0.5"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6142a7a6",
   "metadata": {},
   "source": [
    "## 🎯 Nomenclature\n",
    "\n",
    "Avalanche Benchmarks provide the data that you will for training and evaluating your model. Benchmarks have the following structure:\n",
    "- A `Benchmark` is a collection of streams. Most benchmarks have at least a `train_stream` and a `test_stream`;\n",
    "- A `Stream` is a sequence of `Experience`s. It can be a list or a generator;\n",
    "- An `Experience` contains all the information available at a certain time `t`;\n",
    "- `AvalancheDataset` is a wrapper of PyTorch datasets. It provides functionalities used by the training module, such as concatenation, subsampling, and management of augmentations.\n",
    "\n",
    "### 📚 The Benchmarks Module\n",
    "\n",
    "The `bechmarks` module offers:\n",
    "\n",
    "* **Datasets**: Pytorch datasets are wrapped in an `AvalancheDataset` to provide additional functionality.\n",
    "* **Classic Benchmarks**: classic benchmarks used in CL litterature ready to be used with great flexibility.\n",
    "* **Benchmarks Generators**: a set of functions you can use to create your own benchmark and streams starting from any kind of data and scenario, such as class-incremental or task-incremental streams.\n",
    "\n",
    "But let's see how we can use this module in practice!\n",
    "\n",
    "## 🖼️ Datasets\n",
    "\n",
    "Let's start with the `Datasets`. When using _Avalanche_, your code will manipulate `AvalancheDataset`s. It is a wrapper compatible with pytorch and torchvision map-style datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3b3c3ee4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample 0: torch.Size([1, 28, 28]) - 5\n",
      "Batch 0: torch.Size([32, 1, 28, 28]) - torch.Size([32])\n",
      "torch.Size([1, 28, 28])\n",
      "torch.Size([1, 28, 28])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "from avalanche.benchmarks.datasets import MNIST\n",
    "from avalanche.benchmarks.datasets.dataset_utils import default_dataset_location\n",
    "from avalanche.benchmarks.utils import as_classification_dataset, AvalancheDataset\n",
    "\n",
    "# Most datasets in Avalanche are automatically downloaded the first time you use them\n",
    "# and stored in a default location. You can change this folder by calling\n",
    "# avalanche.benchmarks.utils.set_dataset_root(new_location)\n",
    "datadir = default_dataset_location('mnist')\n",
    "\n",
    "# As we would simply do with any Pytorch dataset we can create the train and \n",
    "# test sets from it. We could use any of the above imported Datasets, but let's\n",
    "# just try to use the standard MNIST.\n",
    "train_MNIST = MNIST(datadir, train=True, download=True)\n",
    "test_MNIST = MNIST(datadir, train=False, download=True)\n",
    "\n",
    "# transformations are managed by the AvalancheDataset\n",
    "train_transforms = torchvision.transforms.ToTensor()\n",
    "eval_transforms = torchvision.transforms.Compose([\n",
    "    torchvision.transforms.ToTensor(),\n",
    "    torchvision.transforms.Resize((32, 32))\n",
    "])\n",
    "\n",
    "# wrap datasets into Avalanche datasets\n",
    "# notice that AvalancheDatasets have multiple transform groups\n",
    "# `train` and `eval` are the default ones, but you can add more (e.g. replay-specific transforms)\n",
    "train_MNIST = as_classification_dataset(\n",
    "    train_MNIST,\n",
    "    transform_groups={\n",
    "        'train': train_transforms, \n",
    "        'eval': eval_transforms\n",
    "    }\n",
    ")\n",
    "test_MNIST = as_classification_dataset(\n",
    "    test_MNIST,\n",
    "    transform_groups={\n",
    "        'train': train_transforms, \n",
    "        'eval': eval_transforms\n",
    "    }\n",
    ")\n",
    "\n",
    "# we can iterate the examples as we would do with any Pytorch dataset\n",
    "for i, example in enumerate(train_MNIST):\n",
    "    print(f\"Sample {i}: {example[0].shape} - {example[1]}\")\n",
    "    break\n",
    "\n",
    "# or use a Pytorch DataLoader\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    train_MNIST, batch_size=32, shuffle=True\n",
    ")\n",
    "for i, (x, y) in enumerate(train_loader):\n",
    "    print(f\"Batch {i}: {x.shape} - {y.shape}\")\n",
    "    break\n",
    "\n",
    "# we can also switch between train/eval transforms\n",
    "train_MNIST.train()\n",
    "print(train_MNIST[0][0].shape)\n",
    "\n",
    "train_MNIST.eval()\n",
    "print(train_MNIST[0][0].shape)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b874c06",
   "metadata": {},
   "source": [
    "In this example we created a classification dataset. Avalanche expects an attribute `targets` for classification dataset, which is provided by MNIST and most classification datasets.\n",
    "Avalanche provides concatenation and subsampling, which also keep the dataset attributes consistent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7bf09cfb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60000\n",
      "120000\n",
      "5\n",
      "[5, 0, 4, 1, 9]\n"
     ]
    }
   ],
   "source": [
    "print(len(train_MNIST))  # 60k\n",
    "print(len(train_MNIST.concat(train_MNIST)))  # 120k\n",
    "\n",
    "# subsampling is often used to create streams or replay buffers!\n",
    "dsub = train_MNIST.subset([0, 1, 2, 3, 4])\n",
    "print(len(dsub))  # 5\n",
    "# targets are preserved when subsetting\n",
    "print(list(dsub.targets))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e0c2028f",
   "metadata": {},
   "source": [
    "## 🏛️ Classic Benchmarks\n",
    "\n",
    "Most benchmarks will provide two streams: the `train_stream` and `test_stream`.\n",
    "Often, these are two parallel streams of the same length, where each experience is sampled from the same distribution (e.g. same set of classes). \n",
    "Some benchmarks may have a single test experience with the whole test dataset.\n",
    "\n",
    "Experiences provide all the information needed to update the model, such as the new batch of data, and they may be decorated with attributes that are helpful for training or logging purposes.\n",
    "Long streams can be generated on-the-fly to reduce memory requirements and avoiding long preprocessing time during the benchmark creation step.\n",
    "\n",
    "We will use `SplitMNIST`, a popular CL benchmark which is the class-incremental version of `MNIST`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "62bd72c7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--- Stream: train\n",
      "EID=0, classes=[5, 6], tasks=[0]\n",
      "data: 11339 samples\n",
      "EID=1, classes=[1, 2], tasks=[1]\n",
      "data: 12700 samples\n",
      "EID=2, classes=[0, 8], tasks=[2]\n",
      "data: 11774 samples\n",
      "EID=3, classes=[9, 3], tasks=[3]\n",
      "data: 12080 samples\n",
      "EID=4, classes=[4, 7], tasks=[4]\n",
      "data: 12107 samples\n",
      "EID=0, classes=[5, 6], task=[4]\n",
      "EID=1, classes=[1, 2], task=[4]\n",
      "EID=2, classes=[0, 8], task=[4]\n",
      "EID=3, classes=[9, 3], task=[4]\n",
      "EID=4, classes=[4, 7], task=[4]\n"
     ]
    }
   ],
   "source": [
    "from avalanche.benchmarks.classic import SplitMNIST\n",
    "\n",
    "bm = SplitMNIST(\n",
    "    n_experiences=5,  # 5 incremental experiences\n",
    "    return_task_id=True,  # add task labels\n",
    "    seed=1  # you can set the seed for reproducibility. This will fix the order of classes\n",
    ")\n",
    "\n",
    "# streams have a name, used for logging purposes\n",
    "# each metric will be logged with the stream name\n",
    "print(f'--- Stream: {bm.train_stream.name}')\n",
    "# each stream is an iterator of experiences\n",
    "for exp in bm.train_stream:\n",
    "    # experiences have an ID that denotes its position in the stream\n",
    "    # this is used only for logging (don't rely on it for training!)\n",
    "    eid = exp.current_experience\n",
    "    # for classification benchmarks, experiences have a list of classes in this experience\n",
    "    clss = exp.classes_in_this_experience\n",
    "    # you may also have task labels\n",
    "    tls = exp.task_labels\n",
    "    print(f\"EID={eid}, classes={clss}, tasks={tls}\")\n",
    "    # the experience provides a dataset\n",
    "    print(f\"data: {len(exp.dataset)} samples\")\n",
    "\n",
    "for exp in bm.test_stream:\n",
    "    print(f\"EID={exp.current_experience}, classes={exp.classes_in_this_experience}, task={tls}\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6f226374",
   "metadata": {},
   "source": [
    "## 🐣 Benchmarks Generators\n",
    "\n",
    "The most basic way to create a benchmark is to use the `benchmark_from_datasets` method. It takes a list of datasets for each stream and returns a benchmark with the specified streams."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "caf6ab60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n",
      "train - len 2\n",
      "test - len 2\n"
     ]
    }
   ],
   "source": [
    "\n",
    "from avalanche.benchmarks.datasets.torchvision_wrapper import CIFAR10\n",
    "from avalanche.benchmarks.scenarios.dataset_scenario import benchmark_from_datasets\n",
    "\n",
    "\n",
    "datadir = default_dataset_location('mnist')\n",
    "train_MNIST = as_classification_dataset(MNIST(datadir, train=True, download=True))\n",
    "test_MNIST = as_classification_dataset(MNIST(datadir, train=False, download=True))\n",
    "\n",
    "datadir = default_dataset_location('cifar10')\n",
    "train_CIFAR10 = as_classification_dataset(CIFAR10(datadir, train=True, download=True))\n",
    "test_CIFAR10 = as_classification_dataset(CIFAR10(datadir, train=False, download=True))\n",
    "\n",
    "bm = benchmark_from_datasets(\n",
    "    train=[train_MNIST, train_CIFAR10],\n",
    "    test=[test_MNIST, test_CIFAR10]\n",
    ")\n",
    "\n",
    "print(f\"{bm.train_stream.name} - len {len(bm.train_stream)}\")\n",
    "print(f\"{bm.test_stream.name} - len {len(bm.test_stream)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e31ab74",
   "metadata": {},
   "source": [
    "we can also split a validation stream from the training stream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9d69ff2a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original training samples = 60000\n",
      "new training samples = 45000\n",
      "validation samples = 15000\n"
     ]
    }
   ],
   "source": [
    "from avalanche.benchmarks.scenarios.dataset_scenario import benchmark_with_validation_stream\n",
    "\n",
    "\n",
    "print(f\"original training samples = {len(bm.train_stream[0].dataset)}\")\n",
    "\n",
    "bm = benchmark_with_validation_stream(bm, validation_size=0.25)\n",
    "print(f\"new training samples = {len(bm.train_stream[0].dataset)}\")\n",
    "print(f\"validation samples = {len(bm.valid_stream[0].dataset)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dc41886",
   "metadata": {},
   "source": [
    "### Experience Attributes\n",
    "\n",
    "The Continual Learning nomenclature is overloaded and quite confusing. Avalanche has its own nomenclature to provide consistent naming across the library.\n",
    "For example:\n",
    "- **Task-awareness**: a model is task-aware if it requires task labels. Avalanche benchmarks can have task labels to support this use case;\n",
    "- **Online**: online streams are streams with small experiences (e.g. 10 samples). They look exactly like their \"large batches\" counterpart, except for the fact that `len(experience.dataset)` is small;\n",
    "- **Boundary-awareness**: a model is boundary-aware if it requires boundary labels. Boundary-free models are also called task-free in the literature (there is not accepted nomenclature for \"boundary-aware\" models). We don't use this nomenclature because task and boundaries are different concepts in Avalanche. Avalanche benchmarks can have boundary labels to support this use case. Even for boundary-free models, Avalanche benchmarks can provide boundary labels to support evaluation metrics that require them;\n",
    "- **Classification**: classification is the most common CL setting. Avalanche adds class labels to experience to simplify the code of the user. Similarly, Avalanche datasets keep track of `targets` to support this use case.\n",
    "\n",
    "Avalanche experiences can be decorated with different attributes depending on the specific setting.\n",
    "Classic benchmarks already provide the attributes you need. We will see some examples of attributes and generators in the remaining part of this tutorial.\n",
    "\n",
    "One general aspects of experience attributes is that they may not always be available. Sometimes, a model can use task labels during training but not at evaluation time. Other times, the model should never use task lavels but you may still need them for evaluation purposes (to compute task-aware metrics). Avalanche experience have different modalities:\n",
    "- training mode\n",
    "- evaluation mode\n",
    "- logging mode\n",
    "\n",
    "Each modality can provide access or mask some of the experience attributes. This mechanism allows you to easily add private attributes to the experience for logging purposes while ensuring that the model will not cheat by using that information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dd4ee01f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "can't access current_experience during training\n",
      "can't access current_experience during evaluation\n",
      "Experience 0\n"
     ]
    }
   ],
   "source": [
    "from avalanche.benchmarks.scenarios.generic_scenario import MaskedAttributeError\n",
    "\n",
    "\n",
    "bm = SplitMNIST(n_experiences=5)\n",
    "\n",
    "exp = bm.train_stream[0]\n",
    "# current experience is the position of the experience in the stream.\n",
    "# It must never be used during training or evaluation\n",
    "# if you try to use it will fail with a MaskedAttributeError\n",
    "\n",
    "try:\n",
    "    # exp.train() returns the experience in training mode\n",
    "    print(f\"Experience {exp.train().current_experience}\")\n",
    "except MaskedAttributeError as e:\n",
    "    print(\"can't access current_experience during training\")\n",
    "\n",
    "try:\n",
    "    # exp.eval() returns the experience in evaluation mode\n",
    "    print(f\"Experience {exp.eval().current_experience}\")\n",
    "except MaskedAttributeError as e:\n",
    "    print(\"can't access current_experience during evaluation\")\n",
    "\n",
    "# exp.logging() returns the experience in logging mode\n",
    "# everything is available during logging\n",
    "print(f\"Experience {exp.logging().current_experience}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed9a878e",
   "metadata": {},
   "source": [
    "#### Classification\n",
    "\n",
    "classification benchmarks follow the `ClassesTimeline` protocol and provide attributes about the classes in the stream. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cc54d399",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experience 0\n",
      "Classes in this experience: {8, 2}\n",
      "Previous classes: {8, 2}\n",
      "Future classes: {0, 1, 3, 4, 5, 6, 7, 9}\n"
     ]
    }
   ],
   "source": [
    "from avalanche.benchmarks.scenarios.supervised import class_incremental_benchmark\n",
    "\n",
    "datadir = default_dataset_location('mnist')\n",
    "train_MNIST = as_classification_dataset(MNIST(datadir, train=True, download=True))\n",
    "test_MNIST = as_classification_dataset(MNIST(datadir, train=False, download=True))\n",
    "\n",
    "# a class-incremental split\n",
    "# 5 experiences, 2 classes per experience\n",
    "bm = class_incremental_benchmark({'train': train_MNIST, 'test': test_MNIST}, num_experiences=5)\n",
    "\n",
    "exp = bm.train_stream[0]\n",
    "print(f\"Experience {exp.current_experience}\")\n",
    "print(f\"Classes in this experience: {exp.classes_in_this_experience}\")\n",
    "print(f\"Previous classes: {exp.classes_seen_so_far}\")\n",
    "print(f\"Future classes: {exp.future_classes}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b64429c",
   "metadata": {},
   "source": [
    "#### Task Labels\n",
    "\n",
    "task-aware benchmarks add task labels, following the `TaskAware` protocol."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ca6b45d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experience 0\n",
      "\tTask labels: {0}\n",
      "\tSample: [<PIL.Image.Image image mode=L size=28x28 at 0x7F71BD1FCE50>, 9, 0]\n",
      "Experience 1\n",
      "\tTask labels: {1}\n",
      "\tSample: [<PIL.Image.Image image mode=L size=28x28 at 0x7F71BD1FCE50>, 3, 1]\n",
      "Experience 2\n",
      "\tTask labels: {2}\n",
      "\tSample: [<PIL.Image.Image image mode=L size=28x28 at 0x7F71BD1FCE50>, 7, 2]\n",
      "Experience 3\n",
      "\tTask labels: {3}\n",
      "\tSample: [<PIL.Image.Image image mode=L size=28x28 at 0x7F71BD1FCE50>, 0, 3]\n",
      "Experience 4\n",
      "\tTask labels: {4}\n",
      "\tSample: [<PIL.Image.Image image mode=L size=28x28 at 0x7F71BD1FCE50>, 5, 4]\n"
     ]
    }
   ],
   "source": [
    "from avalanche.benchmarks.scenarios.supervised import class_incremental_benchmark\n",
    "from avalanche.benchmarks.scenarios.task_aware import task_incremental_benchmark\n",
    "\n",
    "bm = class_incremental_benchmark({'train': train_MNIST, 'test': test_MNIST}, num_experiences=5)\n",
    "\n",
    "# we take the class-incremental benchmark defined above and\n",
    "# add an incremental task label to each experience\n",
    "# each sample will have its own task label\n",
    "bm = task_incremental_benchmark(bm)\n",
    "\n",
    "for exp in bm.train_stream:\n",
    "    print(f\"Experience {exp.current_experience}\")\n",
    "\n",
    "    # in Avalanche an experience may have multiple task labels\n",
    "    # if the samples in its dataset come from different tasks\n",
    "    # here we just have one task label per experience\n",
    "    print(f\"\\tTask labels: {exp.task_labels}\")\n",
    "\n",
    "    # samples are now triplets <x, y, task_id>\n",
    "    print(f\"\\tSample: {exp.dataset[0]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1d85699",
   "metadata": {},
   "source": [
    "#### Online\n",
    "\n",
    "To define online streams we need two things:\n",
    "- a mechanism to split a larger stream\n",
    "- attribute that indicate the boundaries (if necessary)\n",
    "\n",
    "This is how you do it in Avalanche:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6bbff90e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experience 0\n",
      "\tsize: 10\n",
      "Experience 1\n",
      "\tsize: 10\n",
      "Experience 2\n",
      "\tsize: 10\n",
      "Experience 3\n",
      "\tsize: 10\n",
      "Experience 4\n",
      "\tsize: 10\n",
      "Experience 5\n",
      "\tsize: 10\n",
      "Experience 6\n",
      "\tsize: 10\n",
      "Experience 7\n",
      "\tsize: 10\n",
      "Experience 8\n",
      "\tsize: 10\n",
      "Experience 9\n",
      "\tsize: 10\n",
      "Experience 10\n",
      "\tsize: 10\n",
      "Experience 11\n",
      "\tsize: 10\n",
      "Experience 12\n",
      "\tsize: 10\n",
      "Experience 13\n",
      "\tsize: 10\n",
      "Experience 14\n",
      "\tsize: 10\n",
      "Experience 15\n",
      "\tsize: 10\n",
      "Experience 16\n",
      "\tsize: 10\n",
      "Experience 17\n",
      "\tsize: 10\n",
      "Experience 18\n",
      "\tsize: 10\n",
      "Experience 19\n",
      "\tsize: 10\n",
      "Experience 20\n",
      "\tsize: 10\n",
      "Experience 21\n",
      "\tsize: 10\n",
      "Experience 22\n",
      "\tsize: 10\n",
      "Experience 23\n",
      "\tsize: 10\n",
      "Experience 24\n",
      "\tsize: 10\n",
      "Experience 25\n",
      "\tsize: 10\n",
      "Experience 26\n",
      "\tsize: 10\n",
      "Experience 27\n",
      "\tsize: 10\n",
      "Experience 28\n",
      "\tsize: 10\n",
      "Experience 29\n",
      "\tsize: 10\n",
      "Experience 30\n",
      "\tsize: 10\n",
      "Experience 31\n",
      "\tsize: 10\n",
      "Experience 32\n",
      "\tsize: 10\n",
      "Experience 33\n",
      "\tsize: 10\n",
      "Experience 34\n",
      "\tsize: 10\n",
      "Experience 35\n",
      "\tsize: 10\n",
      "Experience 36\n",
      "\tsize: 10\n",
      "Experience 37\n",
      "\tsize: 10\n",
      "Experience 38\n",
      "\tsize: 10\n",
      "Experience 39\n",
      "\tsize: 10\n",
      "Experience 40\n",
      "\tsize: 10\n",
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      "Experience 1830\n",
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      "Experience 1840\n",
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      "Experience 1861\n",
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      "Experience 1924\n",
      "\tsize: 10\n",
      "Experience 1925\n",
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      "Experience 1926\n",
      "\tsize: 10\n",
      "Experience 1927\n",
      "\tsize: 10\n",
      "Experience 1928\n",
      "\tsize: 10\n",
      "Experience 1929\n",
      "\tsize: 10\n",
      "Experience 1930\n",
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      "Experience 1931\n",
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      "Experience 1932\n",
      "\tsize: 10\n",
      "Experience 1933\n",
      "\tsize: 10\n",
      "Experience 1934\n",
      "\tsize: 10\n",
      "Experience 1935\n",
      "\tsize: 10\n",
      "Experience 1936\n",
      "\tsize: 10\n",
      "Experience 1937\n",
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      "Experience 1938\n",
      "\tsize: 10\n",
      "Experience 1939\n",
      "\tsize: 10\n",
      "Experience 1940\n",
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      "Experience 1941\n",
      "\tsize: 10\n",
      "Experience 1942\n",
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      "Experience 1943\n",
      "\tsize: 10\n",
      "Experience 1944\n",
      "\tsize: 10\n",
      "Experience 1945\n",
      "\tsize: 10\n",
      "Experience 1946\n",
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      "Experience 1947\n",
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      "Experience 1948\n",
      "\tsize: 10\n",
      "Experience 1949\n",
      "\tsize: 10\n",
      "Experience 1950\n",
      "\tsize: 10\n",
      "Experience 1951\n",
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      "Experience 1952\n",
      "\tsize: 10\n",
      "Experience 1953\n",
      "\tsize: 10\n",
      "Experience 1954\n",
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      "Experience 1955\n",
      "\tsize: 10\n",
      "Experience 1956\n",
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      "Experience 1957\n",
      "\tsize: 10\n",
      "Experience 1958\n",
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      "Experience 1959\n",
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      "Experience 1960\n",
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      "Experience 1961\n",
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      "Experience 1962\n",
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      "Experience 1963\n",
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      "Experience 1965\n",
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      "Experience 1968\n",
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      "Experience 1972\n",
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      "Experience 1984\n",
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      "Experience 1987\n",
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      "Experience 2126\n",
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      "Experience 2152\n",
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      "Experience 2153\n",
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      "Experience 2166\n",
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      "Experience 2167\n",
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      "Experience 2176\n",
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      "Experience 2185\n",
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      "Experience 2187\n",
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      "Experience 2188\n",
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      "\tsize: 10\n",
      "Experience 2193\n",
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      "Experience 2194\n",
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      "\tsize: 10\n",
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      "\tsize: 10\n",
      "Experience 2201\n",
      "\tsize: 10\n",
      "Experience 2202\n",
      "\tsize: 10\n",
      "Experience 2203\n",
      "\tsize: 10\n",
      "Experience 2204\n",
      "\tsize: 10\n",
      "Experience 2205\n",
      "\tsize: 10\n",
      "Experience 2206\n",
      "\tsize: 10\n",
      "Experience 2207\n",
      "\tsize: 10\n",
      "Experience 2208\n",
      "\tsize: 10\n",
      "Experience 2209\n",
      "\tsize: 10\n",
      "Experience 2210\n",
      "\tsize: 10\n",
      "Experience 2211\n",
      "\tsize: 10\n",
      "Experience 2212\n",
      "\tsize: 10\n",
      "Experience 2213\n",
      "\tsize: 10\n",
      "Experience 2214\n",
      "\tsize: 10\n",
      "Experience 2215\n",
      "\tsize: 10\n",
      "Experience 2216\n",
      "\tsize: 10\n",
      "Experience 2217\n",
      "\tsize: 10\n",
      "Experience 2218\n",
      "\tsize: 10\n",
      "Experience 2219\n",
      "\tsize: 10\n",
      "Experience 2220\n",
      "\tsize: 10\n",
      "Experience 2221\n",
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      "Experience 2222\n",
      "\tsize: 10\n",
      "Experience 2223\n",
      "\tsize: 10\n",
      "Experience 2224\n",
      "\tsize: 10\n",
      "Experience 2225\n",
      "\tsize: 10\n",
      "Experience 2226\n",
      "\tsize: 10\n",
      "Experience 2227\n",
      "\tsize: 10\n",
      "Experience 2228\n",
      "\tsize: 10\n",
      "Experience 2229\n",
      "\tsize: 10\n",
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      "Experience 2231\n",
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      "Experience 2233\n",
      "\tsize: 10\n",
      "Experience 2234\n",
      "\tsize: 10\n",
      "Experience 2235\n",
      "\tsize: 10\n",
      "Experience 2236\n",
      "\tsize: 10\n",
      "Experience 2237\n",
      "\tsize: 10\n",
      "Experience 2238\n",
      "\tsize: 10\n",
      "Experience 2239\n",
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      "Experience 2240\n",
      "\tsize: 10\n",
      "Experience 2241\n",
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      "Experience 2242\n",
      "\tsize: 10\n",
      "Experience 2243\n",
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      "Experience 2244\n",
      "\tsize: 10\n",
      "Experience 2245\n",
      "\tsize: 10\n",
      "Experience 2246\n",
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      "Experience 2247\n",
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      "Experience 2248\n",
      "\tsize: 10\n",
      "Experience 2249\n",
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      "Experience 2250\n",
      "\tsize: 10\n",
      "Experience 2251\n",
      "\tsize: 10\n",
      "Experience 2252\n",
      "\tsize: 10\n",
      "Experience 2253\n",
      "\tsize: 10\n",
      "Experience 2254\n",
      "\tsize: 10\n",
      "Experience 2255\n",
      "\tsize: 10\n",
      "Experience 2256\n",
      "\tsize: 10\n",
      "Experience 2257\n",
      "\tsize: 10\n",
      "Experience 2258\n",
      "\tsize: 10\n",
      "Experience 2259\n",
      "\tsize: 10\n",
      "Experience 2260\n",
      "\tsize: 10\n",
      "Experience 2261\n",
      "\tsize: 10\n",
      "Experience 2262\n",
      "\tsize: 10\n",
      "Experience 2263\n",
      "\tsize: 10\n",
      "Experience 2264\n",
      "\tsize: 10\n",
      "Experience 2265\n",
      "\tsize: 10\n",
      "Experience 2266\n",
      "\tsize: 10\n",
      "Experience 2267\n",
      "\tsize: 10\n",
      "Experience 2268\n",
      "\tsize: 10\n",
      "Experience 2269\n",
      "\tsize: 10\n",
      "Experience 2270\n",
      "\tsize: 10\n",
      "Experience 2271\n",
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      "Experience 2272\n",
      "\tsize: 10\n",
      "Experience 2273\n",
      "\tsize: 10\n",
      "Experience 2274\n",
      "\tsize: 10\n",
      "Experience 2275\n",
      "\tsize: 10\n",
      "Experience 2276\n",
      "\tsize: 10\n",
      "Experience 2277\n",
      "\tsize: 10\n",
      "Experience 2278\n",
      "\tsize: 10\n",
      "Experience 2279\n",
      "\tsize: 10\n",
      "Experience 2280\n",
      "\tsize: 10\n",
      "Experience 2281\n",
      "\tsize: 10\n",
      "Experience 2282\n",
      "\tsize: 10\n",
      "Experience 2283\n",
      "\tsize: 10\n",
      "Experience 2284\n",
      "\tsize: 10\n",
      "Experience 2285\n",
      "\tsize: 10\n",
      "Experience 2286\n",
      "\tsize: 10\n",
      "Experience 2287\n",
      "\tsize: 10\n",
      "Experience 2288\n",
      "\tsize: 10\n",
      "Experience 2289\n",
      "\tsize: 10\n",
      "Experience 2290\n",
      "\tsize: 10\n",
      "Experience 2291\n",
      "\tsize: 10\n",
      "Experience 2292\n",
      "\tsize: 10\n",
      "Experience 2293\n",
      "\tsize: 10\n",
      "Experience 2294\n",
      "\tsize: 10\n",
      "Experience 2295\n",
      "\tsize: 10\n",
      "Experience 2296\n",
      "\tsize: 10\n",
      "Experience 2297\n",
      "\tsize: 10\n",
      "Experience 2298\n",
      "\tsize: 10\n",
      "Experience 2299\n",
      "\tsize: 10\n",
      "Experience 2300\n",
      "\tsize: 10\n",
      "Experience 2301\n",
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      "\tsize: 10\n",
      "Experience 5642\n",
      "\tsize: 10\n",
      "Experience 5643\n",
      "\tsize: 10\n",
      "Experience 5644\n",
      "\tsize: 10\n",
      "Experience 5645\n",
      "\tsize: 10\n",
      "Experience 5646\n",
      "\tsize: 10\n",
      "Experience 5647\n",
      "\tsize: 10\n",
      "Experience 5648\n",
      "\tsize: 10\n",
      "Experience 5649\n",
      "\tsize: 10\n",
      "Experience 5650\n",
      "\tsize: 10\n",
      "Experience 5651\n",
      "\tsize: 10\n",
      "Experience 5652\n",
      "\tsize: 10\n",
      "Experience 5653\n",
      "\tsize: 10\n",
      "Experience 5654\n",
      "\tsize: 10\n",
      "Experience 5655\n",
      "\tsize: 10\n",
      "Experience 5656\n",
      "\tsize: 10\n",
      "Experience 5657\n",
      "\tsize: 10\n",
      "Experience 5658\n",
      "\tsize: 10\n",
      "Experience 5659\n",
      "\tsize: 10\n",
      "Experience 5660\n",
      "\tsize: 10\n",
      "Experience 5661\n",
      "\tsize: 10\n",
      "Experience 5662\n",
      "\tsize: 10\n",
      "Experience 5663\n",
      "\tsize: 10\n",
      "Experience 5664\n",
      "\tsize: 10\n",
      "Experience 5665\n",
      "\tsize: 10\n",
      "Experience 5666\n",
      "\tsize: 10\n",
      "Experience 5667\n",
      "\tsize: 10\n",
      "Experience 5668\n",
      "\tsize: 10\n",
      "Experience 5669\n",
      "\tsize: 10\n",
      "Experience 5670\n",
      "\tsize: 10\n",
      "Experience 5671\n",
      "\tsize: 10\n",
      "Experience 5672\n",
      "\tsize: 10\n",
      "Experience 5673\n",
      "\tsize: 10\n",
      "Experience 5674\n",
      "\tsize: 10\n",
      "Experience 5675\n",
      "\tsize: 10\n",
      "Experience 5676\n",
      "\tsize: 10\n",
      "Experience 5677\n",
      "\tsize: 10\n",
      "Experience 5678\n",
      "\tsize: 10\n",
      "Experience 5679\n",
      "\tsize: 10\n",
      "Experience 5680\n",
      "\tsize: 10\n",
      "Experience 5681\n",
      "\tsize: 10\n",
      "Experience 5682\n",
      "\tsize: 10\n",
      "Experience 5683\n",
      "\tsize: 10\n",
      "Experience 5684\n",
      "\tsize: 10\n",
      "Experience 5685\n",
      "\tsize: 10\n",
      "Experience 5686\n",
      "\tsize: 10\n",
      "Experience 5687\n",
      "\tsize: 10\n",
      "Experience 5688\n",
      "\tsize: 10\n",
      "Experience 5689\n",
      "\tsize: 10\n",
      "Experience 5690\n",
      "\tsize: 10\n",
      "Experience 5691\n",
      "\tsize: 10\n",
      "Experience 5692\n",
      "\tsize: 10\n",
      "Experience 5693\n",
      "\tsize: 10\n",
      "Experience 5694\n",
      "\tsize: 10\n",
      "Experience 5695\n",
      "\tsize: 10\n",
      "Experience 5696\n",
      "\tsize: 10\n",
      "Experience 5697\n",
      "\tsize: 10\n",
      "Experience 5698\n",
      "\tsize: 10\n",
      "Experience 5699\n",
      "\tsize: 10\n",
      "Experience 5700\n",
      "\tsize: 10\n",
      "Experience 5701\n",
      "\tsize: 10\n",
      "Experience 5702\n",
      "\tsize: 10\n",
      "Experience 5703\n",
      "\tsize: 10\n",
      "Experience 5704\n",
      "\tsize: 10\n",
      "Experience 5705\n",
      "\tsize: 10\n",
      "Experience 5706\n",
      "\tsize: 10\n",
      "Experience 5707\n",
      "\tsize: 10\n",
      "Experience 5708\n",
      "\tsize: 10\n",
      "Experience 5709\n",
      "\tsize: 10\n",
      "Experience 5710\n",
      "\tsize: 10\n",
      "Experience 5711\n",
      "\tsize: 10\n",
      "Experience 5712\n",
      "\tsize: 10\n",
      "Experience 5713\n",
      "\tsize: 10\n",
      "Experience 5714\n",
      "\tsize: 10\n",
      "Experience 5715\n",
      "\tsize: 10\n",
      "Experience 5716\n",
      "\tsize: 10\n",
      "Experience 5717\n",
      "\tsize: 10\n",
      "Experience 5718\n",
      "\tsize: 10\n",
      "Experience 5719\n",
      "\tsize: 10\n",
      "Experience 5720\n",
      "\tsize: 10\n",
      "Experience 5721\n",
      "\tsize: 10\n",
      "Experience 5722\n",
      "\tsize: 10\n",
      "Experience 5723\n",
      "\tsize: 10\n",
      "Experience 5724\n",
      "\tsize: 10\n",
      "Experience 5725\n",
      "\tsize: 10\n",
      "Experience 5726\n",
      "\tsize: 10\n",
      "Experience 5727\n",
      "\tsize: 10\n",
      "Experience 5728\n",
      "\tsize: 10\n",
      "Experience 5729\n",
      "\tsize: 10\n",
      "Experience 5730\n",
      "\tsize: 10\n",
      "Experience 5731\n",
      "\tsize: 10\n",
      "Experience 5732\n",
      "\tsize: 10\n",
      "Experience 5733\n",
      "\tsize: 10\n",
      "Experience 5734\n",
      "\tsize: 10\n",
      "Experience 5735\n",
      "\tsize: 10\n",
      "Experience 5736\n",
      "\tsize: 10\n",
      "Experience 5737\n",
      "\tsize: 10\n",
      "Experience 5738\n",
      "\tsize: 10\n",
      "Experience 5739\n",
      "\tsize: 10\n",
      "Experience 5740\n",
      "\tsize: 10\n",
      "Experience 5741\n",
      "\tsize: 10\n",
      "Experience 5742\n",
      "\tsize: 10\n",
      "Experience 5743\n",
      "\tsize: 10\n",
      "Experience 5744\n",
      "\tsize: 10\n",
      "Experience 5745\n",
      "\tsize: 10\n",
      "Experience 5746\n",
      "\tsize: 10\n",
      "Experience 5747\n",
      "\tsize: 10\n",
      "Experience 5748\n",
      "\tsize: 10\n",
      "Experience 5749\n",
      "\tsize: 10\n",
      "Experience 5750\n",
      "\tsize: 10\n",
      "Experience 5751\n",
      "\tsize: 10\n",
      "Experience 5752\n",
      "\tsize: 10\n",
      "Experience 5753\n",
      "\tsize: 10\n",
      "Experience 5754\n",
      "\tsize: 10\n",
      "Experience 5755\n",
      "\tsize: 10\n",
      "Experience 5756\n",
      "\tsize: 10\n",
      "Experience 5757\n",
      "\tsize: 10\n",
      "Experience 5758\n",
      "\tsize: 10\n",
      "Experience 5759\n",
      "\tsize: 10\n",
      "Experience 5760\n",
      "\tsize: 10\n",
      "Experience 5761\n",
      "\tsize: 10\n",
      "Experience 5762\n",
      "\tsize: 10\n",
      "Experience 5763\n",
      "\tsize: 10\n",
      "Experience 5764\n",
      "\tsize: 10\n",
      "Experience 5765\n",
      "\tsize: 10\n",
      "Experience 5766\n",
      "\tsize: 10\n",
      "Experience 5767\n",
      "\tsize: 10\n",
      "Experience 5768\n",
      "\tsize: 10\n",
      "Experience 5769\n",
      "\tsize: 10\n",
      "Experience 5770\n",
      "\tsize: 10\n",
      "Experience 5771\n",
      "\tsize: 10\n",
      "Experience 5772\n",
      "\tsize: 10\n",
      "Experience 5773\n",
      "\tsize: 10\n",
      "Experience 5774\n",
      "\tsize: 10\n",
      "Experience 5775\n",
      "\tsize: 10\n",
      "Experience 5776\n",
      "\tsize: 10\n",
      "Experience 5777\n",
      "\tsize: 10\n",
      "Experience 5778\n",
      "\tsize: 10\n",
      "Experience 5779\n",
      "\tsize: 10\n",
      "Experience 5780\n",
      "\tsize: 10\n",
      "Experience 5781\n",
      "\tsize: 10\n",
      "Experience 5782\n",
      "\tsize: 10\n",
      "Experience 5783\n",
      "\tsize: 10\n",
      "Experience 5784\n",
      "\tsize: 10\n",
      "Experience 5785\n",
      "\tsize: 10\n",
      "Experience 5786\n",
      "\tsize: 10\n",
      "Experience 5787\n",
      "\tsize: 10\n",
      "Experience 5788\n",
      "\tsize: 10\n",
      "Experience 5789\n",
      "\tsize: 10\n",
      "Experience 5790\n",
      "\tsize: 10\n",
      "Experience 5791\n",
      "\tsize: 10\n",
      "Experience 5792\n",
      "\tsize: 10\n",
      "Experience 5793\n",
      "\tsize: 10\n",
      "Experience 5794\n",
      "\tsize: 10\n",
      "Experience 5795\n",
      "\tsize: 10\n",
      "Experience 5796\n",
      "\tsize: 10\n",
      "Experience 5797\n",
      "\tsize: 10\n",
      "Experience 5798\n",
      "\tsize: 10\n",
      "Experience 5799\n",
      "\tsize: 10\n",
      "Experience 5800\n",
      "\tsize: 10\n",
      "Experience 5801\n",
      "\tsize: 10\n",
      "Experience 5802\n",
      "\tsize: 10\n",
      "Experience 5803\n",
      "\tsize: 10\n",
      "Experience 5804\n",
      "\tsize: 10\n",
      "Experience 5805\n",
      "\tsize: 10\n",
      "Experience 5806\n",
      "\tsize: 10\n",
      "Experience 5807\n",
      "\tsize: 10\n",
      "Experience 5808\n",
      "\tsize: 10\n",
      "Experience 5809\n",
      "\tsize: 10\n",
      "Experience 5810\n",
      "\tsize: 10\n",
      "Experience 5811\n",
      "\tsize: 10\n",
      "Experience 5812\n",
      "\tsize: 10\n",
      "Experience 5813\n",
      "\tsize: 10\n",
      "Experience 5814\n",
      "\tsize: 10\n",
      "Experience 5815\n",
      "\tsize: 10\n",
      "Experience 5816\n",
      "\tsize: 10\n",
      "Experience 5817\n",
      "\tsize: 10\n",
      "Experience 5818\n",
      "\tsize: 10\n",
      "Experience 5819\n",
      "\tsize: 10\n",
      "Experience 5820\n",
      "\tsize: 10\n",
      "Experience 5821\n",
      "\tsize: 10\n",
      "Experience 5822\n",
      "\tsize: 10\n",
      "Experience 5823\n",
      "\tsize: 10\n",
      "Experience 5824\n",
      "\tsize: 10\n",
      "Experience 5825\n",
      "\tsize: 10\n",
      "Experience 5826\n",
      "\tsize: 10\n",
      "Experience 5827\n",
      "\tsize: 10\n",
      "Experience 5828\n",
      "\tsize: 10\n",
      "Experience 5829\n",
      "\tsize: 10\n",
      "Experience 5830\n",
      "\tsize: 10\n",
      "Experience 5831\n",
      "\tsize: 10\n",
      "Experience 5832\n",
      "\tsize: 10\n",
      "Experience 5833\n",
      "\tsize: 10\n",
      "Experience 5834\n",
      "\tsize: 10\n",
      "Experience 5835\n",
      "\tsize: 10\n",
      "Experience 5836\n",
      "\tsize: 10\n",
      "Experience 5837\n",
      "\tsize: 10\n",
      "Experience 5838\n",
      "\tsize: 10\n",
      "Experience 5839\n",
      "\tsize: 10\n",
      "Experience 5840\n",
      "\tsize: 10\n",
      "Experience 5841\n",
      "\tsize: 10\n",
      "Experience 5842\n",
      "\tsize: 10\n",
      "Experience 5843\n",
      "\tsize: 10\n",
      "Experience 5844\n",
      "\tsize: 10\n",
      "Experience 5845\n",
      "\tsize: 10\n",
      "Experience 5846\n",
      "\tsize: 10\n",
      "Experience 5847\n",
      "\tsize: 10\n",
      "Experience 5848\n",
      "\tsize: 10\n",
      "Experience 5849\n",
      "\tsize: 10\n",
      "Experience 5850\n",
      "\tsize: 10\n",
      "Experience 5851\n",
      "\tsize: 10\n",
      "Experience 5852\n",
      "\tsize: 10\n",
      "Experience 5853\n",
      "\tsize: 10\n",
      "Experience 5854\n",
      "\tsize: 10\n",
      "Experience 5855\n",
      "\tsize: 10\n",
      "Experience 5856\n",
      "\tsize: 10\n",
      "Experience 5857\n",
      "\tsize: 10\n",
      "Experience 5858\n",
      "\tsize: 10\n",
      "Experience 5859\n",
      "\tsize: 10\n",
      "Experience 5860\n",
      "\tsize: 10\n",
      "Experience 5861\n",
      "\tsize: 10\n",
      "Experience 5862\n",
      "\tsize: 10\n",
      "Experience 5863\n",
      "\tsize: 10\n",
      "Experience 5864\n",
      "\tsize: 10\n",
      "Experience 5865\n",
      "\tsize: 10\n",
      "Experience 5866\n",
      "\tsize: 10\n",
      "Experience 5867\n",
      "\tsize: 10\n",
      "Experience 5868\n",
      "\tsize: 10\n",
      "Experience 5869\n",
      "\tsize: 10\n",
      "Experience 5870\n",
      "\tsize: 10\n",
      "Experience 5871\n",
      "\tsize: 10\n",
      "Experience 5872\n",
      "\tsize: 10\n",
      "Experience 5873\n",
      "\tsize: 10\n",
      "Experience 5874\n",
      "\tsize: 10\n",
      "Experience 5875\n",
      "\tsize: 10\n",
      "Experience 5876\n",
      "\tsize: 10\n",
      "Experience 5877\n",
      "\tsize: 10\n",
      "Experience 5878\n",
      "\tsize: 10\n",
      "Experience 5879\n",
      "\tsize: 10\n",
      "Experience 5880\n",
      "\tsize: 10\n",
      "Experience 5881\n",
      "\tsize: 10\n",
      "Experience 5882\n",
      "\tsize: 10\n",
      "Experience 5883\n",
      "\tsize: 10\n",
      "Experience 5884\n",
      "\tsize: 10\n",
      "Experience 5885\n",
      "\tsize: 10\n",
      "Experience 5886\n",
      "\tsize: 10\n",
      "Experience 5887\n",
      "\tsize: 10\n",
      "Experience 5888\n",
      "\tsize: 10\n",
      "Experience 5889\n",
      "\tsize: 10\n",
      "Experience 5890\n",
      "\tsize: 10\n",
      "Experience 5891\n",
      "\tsize: 10\n",
      "Experience 5892\n",
      "\tsize: 10\n",
      "Experience 5893\n",
      "\tsize: 10\n",
      "Experience 5894\n",
      "\tsize: 10\n",
      "Experience 5895\n",
      "\tsize: 10\n",
      "Experience 5896\n",
      "\tsize: 10\n",
      "Experience 5897\n",
      "\tsize: 10\n",
      "Experience 5898\n",
      "\tsize: 10\n",
      "Experience 5899\n",
      "\tsize: 10\n",
      "Experience 5900\n",
      "\tsize: 10\n",
      "Experience 5901\n",
      "\tsize: 10\n",
      "Experience 5902\n",
      "\tsize: 10\n",
      "Experience 5903\n",
      "\tsize: 10\n",
      "Experience 5904\n",
      "\tsize: 10\n",
      "Experience 5905\n",
      "\tsize: 10\n",
      "Experience 5906\n",
      "\tsize: 10\n",
      "Experience 5907\n",
      "\tsize: 10\n",
      "Experience 5908\n",
      "\tsize: 10\n",
      "Experience 5909\n",
      "\tsize: 10\n",
      "Experience 5910\n",
      "\tsize: 10\n",
      "Experience 5911\n",
      "\tsize: 10\n",
      "Experience 5912\n",
      "\tsize: 10\n",
      "Experience 5913\n",
      "\tsize: 10\n",
      "Experience 5914\n",
      "\tsize: 10\n",
      "Experience 5915\n",
      "\tsize: 10\n",
      "Experience 5916\n",
      "\tsize: 10\n",
      "Experience 5917\n",
      "\tsize: 10\n",
      "Experience 5918\n",
      "\tsize: 10\n",
      "Experience 5919\n",
      "\tsize: 10\n",
      "Experience 5920\n",
      "\tsize: 10\n",
      "Experience 5921\n",
      "\tsize: 10\n",
      "Experience 5922\n",
      "\tsize: 10\n",
      "Experience 5923\n",
      "\tsize: 10\n",
      "Experience 5924\n",
      "\tsize: 10\n",
      "Experience 5925\n",
      "\tsize: 10\n",
      "Experience 5926\n",
      "\tsize: 10\n",
      "Experience 5927\n",
      "\tsize: 10\n",
      "Experience 5928\n",
      "\tsize: 10\n",
      "Experience 5929\n",
      "\tsize: 10\n",
      "Experience 5930\n",
      "\tsize: 10\n",
      "Experience 5931\n",
      "\tsize: 10\n",
      "Experience 5932\n",
      "\tsize: 10\n",
      "Experience 5933\n",
      "\tsize: 10\n",
      "Experience 5934\n",
      "\tsize: 10\n",
      "Experience 5935\n",
      "\tsize: 10\n",
      "Experience 5936\n",
      "\tsize: 10\n",
      "Experience 5937\n",
      "\tsize: 10\n",
      "Experience 5938\n",
      "\tsize: 10\n",
      "Experience 5939\n",
      "\tsize: 10\n",
      "Experience 5940\n",
      "\tsize: 10\n",
      "Experience 5941\n",
      "\tsize: 10\n",
      "Experience 5942\n",
      "\tsize: 10\n",
      "Experience 5943\n",
      "\tsize: 10\n",
      "Experience 5944\n",
      "\tsize: 10\n",
      "Experience 5945\n",
      "\tsize: 10\n",
      "Experience 5946\n",
      "\tsize: 10\n",
      "Experience 5947\n",
      "\tsize: 10\n",
      "Experience 5948\n",
      "\tsize: 10\n",
      "Experience 5949\n",
      "\tsize: 10\n",
      "Experience 5950\n",
      "\tsize: 10\n",
      "Experience 5951\n",
      "\tsize: 10\n",
      "Experience 5952\n",
      "\tsize: 10\n",
      "Experience 5953\n",
      "\tsize: 10\n",
      "Experience 5954\n",
      "\tsize: 10\n",
      "Experience 5955\n",
      "\tsize: 10\n",
      "Experience 5956\n",
      "\tsize: 10\n",
      "Experience 5957\n",
      "\tsize: 10\n",
      "Experience 5958\n",
      "\tsize: 10\n",
      "Experience 5959\n",
      "\tsize: 10\n",
      "Experience 5960\n",
      "\tsize: 10\n",
      "Experience 5961\n",
      "\tsize: 10\n",
      "Experience 5962\n",
      "\tsize: 10\n",
      "Experience 5963\n",
      "\tsize: 10\n",
      "Experience 5964\n",
      "\tsize: 10\n",
      "Experience 5965\n",
      "\tsize: 10\n",
      "Experience 5966\n",
      "\tsize: 10\n",
      "Experience 5967\n",
      "\tsize: 10\n",
      "Experience 5968\n",
      "\tsize: 10\n",
      "Experience 5969\n",
      "\tsize: 10\n",
      "Experience 5970\n",
      "\tsize: 10\n",
      "Experience 5971\n",
      "\tsize: 10\n",
      "Experience 5972\n",
      "\tsize: 10\n",
      "Experience 5973\n",
      "\tsize: 10\n",
      "Experience 5974\n",
      "\tsize: 10\n",
      "Experience 5975\n",
      "\tsize: 10\n",
      "Experience 5976\n",
      "\tsize: 10\n",
      "Experience 5977\n",
      "\tsize: 10\n",
      "Experience 5978\n",
      "\tsize: 10\n",
      "Experience 5979\n",
      "\tsize: 10\n",
      "Experience 5980\n",
      "\tsize: 10\n",
      "Experience 5981\n",
      "\tsize: 10\n",
      "Experience 5982\n",
      "\tsize: 10\n",
      "Experience 5983\n",
      "\tsize: 10\n",
      "Experience 5984\n",
      "\tsize: 10\n",
      "Experience 5985\n",
      "\tsize: 10\n",
      "Experience 5986\n",
      "\tsize: 10\n",
      "Experience 5987\n",
      "\tsize: 10\n",
      "Experience 5988\n",
      "\tsize: 10\n",
      "Experience 5989\n",
      "\tsize: 10\n",
      "Experience 5990\n",
      "\tsize: 10\n",
      "Experience 5991\n",
      "\tsize: 10\n",
      "Experience 5992\n",
      "\tsize: 10\n",
      "Experience 5993\n",
      "\tsize: 10\n",
      "Experience 5994\n",
      "\tsize: 10\n",
      "Experience 5995\n",
      "\tsize: 10\n",
      "Experience 5996\n",
      "\tsize: 10\n",
      "Experience 5997\n",
      "\tsize: 10\n",
      "Experience 5998\n",
      "\tsize: 10\n",
      "Experience 5999\n",
      "\tsize: 10\n",
      "Experience 6000\n",
      "\tsize: 10\n",
      "Experience 6001\n",
      "\tsize: 9\n"
     ]
    }
   ],
   "source": [
    "from avalanche.benchmarks.scenarios.online import split_online_stream\n",
    "\n",
    "\n",
    "bm = class_incremental_benchmark({'train': train_MNIST, 'test': test_MNIST}, num_experiences=5)\n",
    "\n",
    "# we split the training stream into online experiences\n",
    "# we don't need to split validation/test streams\n",
    "# it's actually more convenient to keep them whole to compute the metrics\n",
    "online_train_stream = split_online_stream(bm.train_stream, experience_size=10)\n",
    "\n",
    "for exp in online_train_stream:\n",
    "    print(f\"Experience {exp.current_experience}\")\n",
    "    print(f\"\\tsize: {len(exp.dataset)}\")\n",
    "\n",
    "    # in a training loop, here you would train on the online_train_stream\n",
    "    # here you would test on bm.valid_stream or bm.test_stream "
   ]
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    "This completes the \"_Benchmark_\" tutorial for the \"_From Zero to Hero_\" series. We hope you enjoyed it!\n",
    "\n",
    "## 🤝 Run it on Google Colab\n",
    "\n",
    "You can run _this chapter_ and play with it on Google Colaboratory: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ContinualAI/avalanche/blob/master/notebooks/from-zero-to-hero-tutorial/03_benchmarks.ipynb)"
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